Author

Jirong Wen

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Review Aug 2026

Rethinking the Evaluation and Optimization of LLM-Based Social Simulation

LLM-based social simulation is a promising complement to traditional methods such as surveys and behavioral experiments. A core question is how to evaluate the fidelity of LLM-simulated human behavior and optimize LLMs toward it. Prevailing practice evaluates by accuracy, checking whether the model selects the single r...

Pei Wang, Xu Chen, Ji-Rong Wen · 0 citations

Preprint Aug 2026

LLaDA MoE v2: Scaling Mixture-of-Experts Diffusion Language Models

This work systematically characterize how optimization hyperparameters, compute allocation, and architecture scale for MoE dLLMs, identifying quantitative differences from scaling trends previously reported for AR models.

Fengqi Zhu, Shaoxuan Xu, Jingyang Ou et al. · 1 citation